[INSERT DATASET NAME] Report

[INSERT DATASET DESCRIPTION]

Table of Contents

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• Overview

  • Quick Info

  • Data Types

  • Data Preview

  • Missing Values

  • Rows With Missing Value

  • Constant Occurrence

  • Duplicate Rows

• Univariate Analysis

• Bivariate analysis

  • Correlation Plot

  • Pairplot

  • Contingency table

• Multivariate analysis

  • Principal Component Analysis

  • Parallel coordinates

  • Parallel categories

Overview

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Quick Info

Rows	569
Columns	32
Missing cells	0 (0.00 %)
Zeros	47 (0.26 %)
Duplicate rows	0 (0.00 %)

Data Types

Column Name	Inferred Data Type
ID	categorical
DIAGNOSIS	categorical
RADIUS1	categorical
TEXTURE1	numeric
PERIMETER1	numeric
AREA1	numeric
SMOOTHNESS1	numeric
COMPACTNESS1	numeric
CONCAVITY1	numeric
CONCAVE_POINTS1	numeric
SYMMETRY1	numeric
FRACTAL_DIMENSION1	numeric
RADIUS2	numeric
TEXTURE2	numeric
PERIMETER2	numeric
AREA2	numeric
SMOOTHNESS2	numeric
COMPACTNESS2	numeric
CONCAVITY2	numeric
CONCAVE_POINTS2	numeric
SYMMETRY2	numeric
FRACTAL_DIMENSION2	numeric
RADIUS3	numeric
TEXTURE3	numeric
PERIMETER3	numeric
AREA3	numeric
SMOOTHNESS3	numeric
COMPACTNESS3	numeric
CONCAVITY3	numeric
CONCAVE_POINTS3	numeric
SYMMETRY3	numeric
FRACTAL_DIMENSION3	numeric

Data Preview

First rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
0	856299	B	17.543	14.96	69.68	562.6	0.11024	0.11156	0.059614	0.020084	...	13.361	22.78	91.62	579.0	0.13553	0.11315	0.320835	0.098895	0.3086	0.07314
1	872296	B	15.7	14.87	94.51	315.4	0.10455	0.11110	0.024047	0.014293	...	25.983	30.36	60.04	405.5	0.12040	0.46519	0.338126	0.045030	0.2924	0.07067
2	908511	M	20.189	14.54	92.16	795.8	0.11675	0.11911	0.086264	0.026217	...	13.112	22.95	105.14	977.2	0.09458	0.35288	0.256018	0.177550	0.2296	0.07057
3	864514	M	12.72	20.68	95.57	451.6	0.08317	0.14206	0.219994	0.017341	...	10.776	33.12	127.31	1214.6	0.11915	0.58177	0.001369	0.029653	0.2727	0.07652
4	888827	B	13.206	17.76	85.65	260.1	0.09740	0.17096	0.033371	0.020540	...	12.361	22.52	77.89	498.0	0.09347	0.44302	0.484563	0.150140	0.2849	0.06336

5 rows × 32 columns

Last rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
564	866530	M	18.061	19.12	65.40	1339.3	0.11720	0.09815	0.213587	0.019155	...	21.624	27.78	193.80	623.1	0.12901	0.27224	0.563720	0.195748	0.2821	0.08050
565	855595	B	17.01	28.13	75.01	949.0	0.11260	0.07853	0.158379	0.009946	...	13.350	22.09	87.98	472.9	0.12934	0.23925	0.042942	0.113143	0.2121	0.06825
566	919365	B	22.616	20.09	85.89	1279.7	0.10087	0.07836	0.040249	0.034980	...	23.864	20.64	77.97	432.7	0.13780	0.10994	0.054066	0.207992	0.2625	0.07692
567	920003	M	13.619	26.54	82.55	1701.0	0.11490	0.16032	0.121590	0.147588	...	14.328	24.73	92.06	1027.2	0.15464	0.12014	0.598830	0.029733	0.2341	0.06804
568	913810	M	13.863	22.60	106.23	532.2	0.10401	0.11692	0.032665	0.105935	...	14.108	30.75	66.23	718.3	0.13397	0.07566	0.216357	0.076045	0.4070	0.08132

5 rows × 32 columns

Sample

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
46	86943945	B	16.679	22.41	70.90	511.1	0.07325	0.16566	0.157626	0.098704	...	13.021	19.57	85.85	649.9	0.14986	0.17896	0.002019	0.092810	0.3223	0.08625
82	921461	M	9.764	16.35	82.38	295.0	0.09420	0.17084	0.252487	0.011037	...	10.988	33.96	129.56	1427.5	0.12244	0.56655	0.339509	0.047942	0.2313	0.09495
24	8877047	M	18.235	14.88	138.98	642.9	0.10760	0.08397	0.045165	0.022789	...	10.140	20.04	152.04	464.8	0.17104	0.16143	0.464154	0.054776	0.2509	0.08050
547	857715	M	20.826	14.07	71.42	462.6	0.08724	0.08282	0.046475	0.033264	...	14.155	25.08	106.30	677.5	0.12396	0.23683	0.117062	0.152352	0.4025	0.06053
292	88842	M	11.585	21.50	61.87	767.0	0.09063	0.13176	0.011414	0.005661	...	14.336	22.82	129.09	1789.3	0.13281	0.05665	0.257034	0.058777	0.2888	0.06601

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name	0 Count	0 %
CONCAVE_POINTS2	13	2.285
CONCAVE_POINTS1	9	1.582
CONCAVE_POINTS3	7	1.230
CONCAVITY1	6	1.054
CONCAVITY2	6	1.054
CONCAVITY3	6	1.054
COMPACTNESS3	0	0.000
SMOOTHNESS3	0	0.000
AREA3	0	0.000
COMPACTNESS2	0	0.000
PERIMETER3	0	0.000
TEXTURE3	0	0.000
RADIUS3	0	0.000
FRACTAL_DIMENSION2	0	0.000
SYMMETRY2	0	0.000
SYMMETRY3	0	0.000
ID	0	0.000
SMOOTHNESS2	0	0.000
DIAGNOSIS	0	0.000
AREA2	0	0.000
PERIMETER2	0	0.000
TEXTURE2	0	0.000
RADIUS2	0	0.000
FRACTAL_DIMENSION1	0	0.000
SYMMETRY1	0	0.000
COMPACTNESS1	0	0.000
SMOOTHNESS1	0	0.000
AREA1	0	0.000
PERIMETER1	0	0.000
TEXTURE1	0	0.000
RADIUS1	0	0.000
FRACTAL_DIMENSION3	0	0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis

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ID - categorical

Most frequent values

901034301	7 (1.23 %)
856299	1 (0.18 %)
880861	1 (0.18 %)
87074136	1 (0.18 %)
898749	1 (0.18 %)
Other values count	558 (98.07 %)
Null	0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.

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DIAGNOSIS - categorical

Most frequent values

M	299 (52.55 %)
B	270 (47.45 %)
Other values count	0 (0.00 %)
Null	0 (0.00 %)

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RADIUS1 - categorical

Most frequent values

12.467	3 (0.53 %)
14.979	3 (0.53 %)
12.453	2 (0.35 %)
12.716	2 (0.35 %)
12.46	2 (0.35 %)
Other values count	557 (97.89 %)
Null	0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.

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TEXTURE1 - numeric

Descriptive Statistics Number of unique values 449 Sum 10 972.14 Mean 19.28 Mode 16.84 Standard deviation 4.06 Mean absolute deviation 3.28 Median absolute deviation 2.78 Coefficient of variation 0.21 Kurtosis -0.09 Skewness 0.52

Quantile Statistics Minimum 11.13 Maximum 30.70 Q1 16.23 Median 18.75 Q3 21.94 Range 19.57 IQR 5.71

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PERIMETER1 - numeric

Descriptive Statistics Number of unique values 541 Sum 51 753.13 Mean 90.95 Mode 75.03 Standard deviation 23.96 Mean absolute deviation 19.02 Median absolute deviation 15.83 Coefficient of variation 0.26 Kurtosis 0.44 Skewness 0.98

Quantile Statistics Minimum 53.71 Maximum 166.03 Q1 74.40 Median 84.32 Q3 103.27 Range 112.32 IQR 28.87

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AREA1 - numeric

Descriptive Statistics Number of unique values 555 Sum 367 499.30 Mean 645.87 Mode 260.10 Standard deviation 331.33 Mean absolute deviation 255.74 Median absolute deviation 213.97 Coefficient of variation 0.51 Kurtosis 1.28 Skewness 1.33

Quantile Statistics Minimum 213.0 Maximum 1 817.30 Q1 406.20 Median 536.40 Q3 773.80 Range 1 604.30 IQR 367.60

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SMOOTHNESS1 - numeric

Descriptive Statistics Number of unique values 533 Sum 54.97 Mean 0.10 Mode 0.09 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.15 Kurtosis -0.30 Skewness 0.44

Quantile Statistics Minimum 0.07 Maximum 0.13 Q1 0.09 Median 0.10 Q3 0.11 Range 0.07 IQR 0.02

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COMPACTNESS1 - numeric

Descriptive Statistics Number of unique values 558 Sum 61.28 Mean 0.11 Mode 0.04 Standard deviation 0.05 Mean absolute deviation 0.04 Median absolute deviation 0.03 Coefficient of variation 0.46 Kurtosis 0.27 Skewness 0.86

Quantile Statistics Minimum 0.03 Maximum 0.28 Q1 0.07 Median 0.10 Q3 0.13 Range 0.25 IQR 0.06

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CONCAVITY1 - numeric

Descriptive Statistics Number of unique values 564 Sum 48.67 Mean 0.09 Mode 0.0 Standard deviation 0.07 Mean absolute deviation 0.06 Median absolute deviation 0.05 Coefficient of variation 0.87 Kurtosis 1.10 Skewness 1.25

Quantile Statistics Minimum 0.0 Maximum 0.35 Q1 0.03 Median 0.06 Q3 0.12 Range 0.35 IQR 0.09

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CONCAVE_POINTS1 - numeric

Descriptive Statistics Number of unique values 557 Sum 26.29 Mean 0.05 Mode 0.0 Standard deviation 0.04 Mean absolute deviation 0.03 Median absolute deviation 0.03 Coefficient of variation 0.80 Kurtosis 0.66 Skewness 1.16

Quantile Statistics Minimum 0.0 Maximum 0.17 Q1 0.02 Median 0.03 Q3 0.07 Range 0.17 IQR 0.05

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SYMMETRY1 - numeric

Descriptive Statistics Number of unique values 409 Sum 103.98 Mean 0.18 Mode 0.16 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.02 Coefficient of variation 0.16 Kurtosis 0.16 Skewness 0.67

Quantile Statistics Minimum 0.13 Maximum 0.26 Q1 0.16 Median 0.18 Q3 0.20 Range 0.13 IQR 0.04

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FRACTAL_DIMENSION1 - numeric

Descriptive Statistics Number of unique values 482 Sum 35.54 Mean 0.06 Mode 0.06 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.00 Coefficient of variation 0.10 Kurtosis 0.82 Skewness 0.96

Quantile Statistics Minimum 0.05 Maximum 0.09 Q1 0.06 Median 0.06 Q3 0.07 Range 0.04 IQR 0.01

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RADIUS2 - numeric

Descriptive Statistics Number of unique values 538 Sum 224.45 Mean 0.39 Mode 0.22 Standard deviation 0.24 Mean absolute deviation 0.18 Median absolute deviation 0.16 Coefficient of variation 0.61 Kurtosis 2.42 Skewness 1.62

Quantile Statistics Minimum 0.12 Maximum 1.29 Q1 0.23 Median 0.31 Q3 0.47 Range 1.17 IQR 0.25

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TEXTURE2 - numeric

Descriptive Statistics Number of unique values 560 Sum 679.38 Mean 1.19 Mode 0.60 Standard deviation 0.51 Mean absolute deviation 0.39 Median absolute deviation 0.31 Coefficient of variation 0.43 Kurtosis 1.44 Skewness 1.07

Quantile Statistics Minimum 0.41 Maximum 2.92 Q1 0.82 Median 1.11 Q3 1.45 Range 2.52 IQR 0.64

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PERIMETER2 - numeric

Descriptive Statistics Number of unique values 566 Sum 1 585.23 Mean 2.79 Mode 1.48 Standard deviation 1.71 Mean absolute deviation 1.24 Median absolute deviation 1.00 Coefficient of variation 0.61 Kurtosis 3.38 Skewness 1.81

Quantile Statistics Minimum 0.92 Maximum 9.71 Q1 1.60 Median 2.23 Q3 3.29 Range 8.79 IQR 1.69

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AREA2 - numeric

Descriptive Statistics Number of unique values 565 Sum 22 221.71 Mean 39.05 Mode 16.96 Standard deviation 34.86 Mean absolute deviation 25.20 Median absolute deviation 19.95 Coefficient of variation 0.89 Kurtosis 3.81 Skewness 2.03

Quantile Statistics Minimum 8.40 Maximum 179.52 Q1 17.82 Median 24.87 Q3 45.52 Range 171.13 IQR 27.71

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SMOOTHNESS2 - numeric

Descriptive Statistics Number of unique values 540 Sum 4.11 Mean 0.01 Mode 0.00 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.38 Kurtosis 1.55 Skewness 1.21

Quantile Statistics Minimum 0.00 Maximum 0.02 Q1 0.01 Median 0.01 Q3 0.01 Range 0.01 IQR 0.00

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COMPACTNESS2 - numeric

Descriptive Statistics Number of unique values 563 Sum 14.56 Mean 0.03 Mode 0.00 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.67 Kurtosis 3.22 Skewness 1.72

Quantile Statistics Minimum 0.00 Maximum 0.09 Q1 0.01 Median 0.02 Q3 0.03 Range 0.09 IQR 0.02

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CONCAVITY2 - numeric

Descriptive Statistics Number of unique values 563 Sum 18.11 Mean 0.03 Mode 0.0 Standard deviation 0.02 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 0.74 Kurtosis 3.43 Skewness 1.65

Quantile Statistics Minimum 0.0 Maximum 0.13 Q1 0.02 Median 0.03 Q3 0.04 Range 0.13 IQR 0.03

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CONCAVE_POINTS2 - numeric

Descriptive Statistics Number of unique values 545 Sum 6.67 Mean 0.01 Mode 0.0 Standard deviation 0.01 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.50 Kurtosis 1.39 Skewness 0.91

Quantile Statistics Minimum 0.0 Maximum 0.03 Q1 0.01 Median 0.01 Q3 0.02 Range 0.03 IQR 0.01

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SYMMETRY2 - numeric

Descriptive Statistics Number of unique values 560 Sum 11.59 Mean 0.02 Mode 0.02 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.00 Coefficient of variation 0.38 Kurtosis 2.88 Skewness 1.54

Quantile Statistics Minimum 0.01 Maximum 0.05 Q1 0.01 Median 0.02 Q3 0.02 Range 0.04 IQR 0.01

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FRACTAL_DIMENSION2 - numeric

Descriptive Statistics Number of unique values 563 Sum 2.21 Mean 0.00 Mode 0.00 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.57 Kurtosis 3.59 Skewness 1.76

Quantile Statistics Minimum 0.00 Maximum 0.01 Q1 0.00 Median 0.00 Q3 0.00 Range 0.01 IQR 0.00

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RADIUS3 - numeric

Descriptive Statistics Number of unique values 552 Sum 9 347.08 Mean 16.43 Mode 11.30 Standard deviation 4.69 Mean absolute deviation 3.78 Median absolute deviation 3.20 Coefficient of variation 0.29 Kurtosis 0.12 Skewness 0.95

Quantile Statistics Minimum 9.14 Maximum 30.79 Q1 13.15 Median 14.90 Q3 19.61 Range 21.64 IQR 6.46

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TEXTURE3 - numeric

Descriptive Statistics Number of unique values 479 Sum 14 588.11 Mean 25.64 Mode 27.98 Standard deviation 5.68 Mean absolute deviation 4.62 Median absolute deviation 4.13 Coefficient of variation 0.22 Kurtosis -0.46 Skewness 0.22

Quantile Statistics Minimum 14.92 Maximum 41.82 Q1 21.34 Median 25.46 Q3 29.69 Range 26.90 IQR 8.35

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PERIMETER3 - numeric

Descriptive Statistics Number of unique values 547 Sum 61 144.61 Mean 107.46 Mode 91.94 Standard deviation 34.10 Mean absolute deviation 27.31 Median absolute deviation 22.94 Coefficient of variation 0.32 Kurtosis 0.49 Skewness 1.05

Quantile Statistics Minimum 59.18 Maximum 209.40 Q1 83.48 Median 97.40 Q3 127.07 Range 150.22 IQR 43.59

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AREA3 - numeric

Descriptive Statistics Number of unique values 555 Sum 497 227.60 Mean 873.86 Mode 317.70 Standard deviation 525.83 Mean absolute deviation 406.51 Median absolute deviation 346.54 Coefficient of variation 0.60 Kurtosis 1.82 Skewness 1.48

Quantile Statistics Minimum 254.30 Maximum 2 937.20 Q1 515.30 Median 689.20 Q3 1 120.70 Range 2 682.90 IQR 605.40

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SMOOTHNESS3 - numeric

Descriptive Statistics Number of unique values 544 Sum 75.02 Mean 0.13 Mode 0.14 Standard deviation 0.02 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 0.16 Kurtosis -0.18 Skewness 0.17

Quantile Statistics Minimum 0.09 Maximum 0.19 Q1 0.12 Median 0.13 Q3 0.15 Range 0.10 IQR 0.03

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COMPACTNESS3 - numeric

Descriptive Statistics Number of unique values 565 Sum 138.88 Mean 0.24 Mode 0.15 Standard deviation 0.14 Mean absolute deviation 0.11 Median absolute deviation 0.09 Coefficient of variation 0.59 Kurtosis 1.88 Skewness 1.29

Quantile Statistics Minimum 0.05 Maximum 0.79 Q1 0.14 Median 0.21 Q3 0.32 Range 0.74 IQR 0.17

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CONCAVITY3 - numeric

Descriptive Statistics Number of unique values 563 Sum 165.23 Mean 0.29 Mode 0.0 Standard deviation 0.21 Mean absolute deviation 0.17 Median absolute deviation 0.15 Coefficient of variation 0.72 Kurtosis 0.19 Skewness 0.84

Quantile Statistics Minimum 0.0 Maximum 0.90 Q1 0.13 Median 0.24 Q3 0.41 Range 0.90 IQR 0.28

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CONCAVE_POINTS3 - numeric

Descriptive Statistics Number of unique values 562 Sum 66.00 Mean 0.12 Mode 0.0 Standard deviation 0.07 Mean absolute deviation 0.06 Median absolute deviation 0.05 Coefficient of variation 0.56 Kurtosis -0.60 Skewness 0.52

Quantile Statistics Minimum 0.0 Maximum 0.27 Q1 0.07 Median 0.10 Q3 0.16 Range 0.27 IQR 0.10

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SYMMETRY3 - numeric

Descriptive Statistics Number of unique values 476 Sum 165.80 Mean 0.29 Mode 0.27 Standard deviation 0.06 Mean absolute deviation 0.04 Median absolute deviation 0.03 Coefficient of variation 0.20 Kurtosis 1.54 Skewness 1.10

Quantile Statistics Minimum 0.17 Maximum 0.49 Q1 0.25 Median 0.28 Q3 0.32 Range 0.31 IQR 0.07

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FRACTAL_DIMENSION3 - numeric

Descriptive Statistics Number of unique values 524 Sum 47.81 Mean 0.08 Mode 0.08 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.20 Kurtosis 0.78 Skewness 0.99

Quantile Statistics Minimum 0.06 Maximum 0.14 Q1 0.07 Median 0.08 Q3 0.09 Range 0.08 IQR 0.02

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Bivariate analysis

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Correlation Plot

Pearson Correlation

Spearman Correlation

Kendall Correlation

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

Contingency table

Multivariate analysis

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Principal Component Analysis

First vs second principal component

Explained variance ratio: 9.52%

Explained variance ratio

Parallel coordinates

Parallel categories